{"id":"W4382403081","doi":"10.3390/microorganisms11071674","title":"Linking Groundwater to Surface Discharge Ecosystems: Archaeal, Bacterial, and Eukaryotic Community Diversity and Structure in Quebec (Canada)","year":2023,"lang":"en","type":"article","venue":"Microorganisms","topic":"Microbial Community Ecology and Physiology","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Montréal","funders":"Fonds de recherche du Québec – Nature et technologies; Groupe de recherche interuniversitaire en limnologie; Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs","keywords":"Groundwater recharge; Surface water; Groundwater; Ecology; Ecosystem; Environmental science; Aquifer; Aquatic ecosystem; Hyporheic zone; Subsurface flow; Habitat; Biodiversity; Biology; Geology; Environmental engineering","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002959906,0.0001459695,0.0002149315,0.00003368217,0.001160241,0.00002763156,0.0003175132,0.0001062832,0.0009410079],"category_scores_gemma":[0.00001547846,0.0001426505,0.00001121435,0.0001949355,0.0001620006,0.0001150685,0.003675365,0.0003971707,0.00004860051],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001838282,"about_ca_system_score_gemma":0.00002154212,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8200331,"about_ca_topic_score_gemma":0.9960707,"domain_scores_codex":[0.9987856,0.0004871686,0.0001452937,0.0002000084,0.00006874091,0.0003132421],"domain_scores_gemma":[0.9994545,0.0001521716,0.0000373208,0.0002540148,0.000004452313,0.00009755999],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00002780702,0.00002645126,0.3323909,0.0000396058,0.000009198436,0.00001024603,0.01025842,0.00007168777,0.6547096,0.00001397682,0.002315083,0.0001269971],"study_design_scores_gemma":[0.0003475614,0.00006697677,0.9863877,0.00002343426,0.000007560148,0.00001153853,0.00108617,0.00002827346,0.008391374,0.0005585888,0.002850754,0.0002400523],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990732,0.000009797096,0.000006277336,0.000436035,0.0001620906,0.000198615,0.0000478372,0.00002756502,0.00003859484],"genre_scores_gemma":[0.9990042,0.00001228816,0.00008020871,0.0005119105,0.00001387409,9.11411e-7,0.00009571824,0.00001169882,0.0002691425],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6539968,"threshold_uncertainty_score":0.9999723,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01176993855878553,"score_gpt":0.1958607528609462,"score_spread":0.1840908143021607,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}